{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:16.861243Z",
     "start_time": "2017-12-27T10:38:16.373198Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from imageio import imread\n",
    "from skimage.transform import resize\n",
    "from keras.models import load_model\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:16.864905Z",
     "start_time": "2017-12-27T10:38:16.862709Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cascade_path = '../model/cv2/haarcascade_frontalface_alt2.xml'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:16.868993Z",
     "start_time": "2017-12-27T10:38:16.866545Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "image_dir_basepath = '../data/images/'\n",
    "names = ['LarryPage', 'MarkZuckerberg', 'BillGates']\n",
    "image_size = 160"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:22.212170Z",
     "start_time": "2017-12-27T10:38:16.870164Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n",
      "/home/charmer/.pyenv/versions/anaconda3-5.0.1/envs/python3.6/lib/python3.6/site-packages/keras/models.py:252: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n",
      "  warnings.warn('No training configuration found in save file: '\n"
     ]
    }
   ],
   "source": [
    "model_path = '../model/keras/model/facenet_keras.h5'\n",
    "model = load_model(model_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:22.237162Z",
     "start_time": "2017-12-27T10:38:22.213915Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def prewhiten(x):\n",
    "    if x.ndim == 4:\n",
    "        axis = (1, 2, 3)\n",
    "        size = x[0].size\n",
    "    elif x.ndim == 3:\n",
    "        axis = (0, 1, 2)\n",
    "        size = x.size\n",
    "    else:\n",
    "        raise ValueError('Dimension should be 3 or 4')\n",
    "\n",
    "    mean = np.mean(x, axis=axis, keepdims=True)\n",
    "    std = np.std(x, axis=axis, keepdims=True)\n",
    "    std_adj = np.maximum(std, 1.0/np.sqrt(size))\n",
    "    y = (x - mean) / std_adj\n",
    "    return y\n",
    "\n",
    "def l2_normalize(x, axis=-1, epsilon=1e-10):\n",
    "    output = x / np.sqrt(np.maximum(np.sum(np.square(x), axis=axis, keepdims=True), epsilon))\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:22.254791Z",
     "start_time": "2017-12-27T10:38:22.238884Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_and_align_images(filepaths, margin):\n",
    "    cascade = cv2.CascadeClassifier(cascade_path)\n",
    "    \n",
    "    aligned_images = []\n",
    "    for filepath in filepaths:\n",
    "        img = imread(filepath)\n",
    "\n",
    "        faces = cascade.detectMultiScale(img,\n",
    "                                         scaleFactor=1.1,\n",
    "                                         minNeighbors=3)\n",
    "        (x, y, w, h) = faces[0]\n",
    "        cropped = img[y-margin//2:y+h+margin//2,\n",
    "                      x-margin//2:x+w+margin//2, :]\n",
    "        aligned = resize(cropped, (image_size, image_size), mode='reflect')\n",
    "        aligned_images.append(aligned)\n",
    "            \n",
    "    return np.array(aligned_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:22.264689Z",
     "start_time": "2017-12-27T10:38:22.256788Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def calc_embs(filepaths, margin=10, batch_size=1):\n",
    "    aligned_images = prewhiten(load_and_align_images(filepaths, margin))\n",
    "    pd = []\n",
    "    for start in range(0, len(aligned_images), batch_size):\n",
    "        pd.append(model.predict_on_batch(aligned_images[start:start+batch_size]))\n",
    "    embs = l2_normalize(np.concatenate(pd))\n",
    "\n",
    "    return embs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:22.278301Z",
     "start_time": "2017-12-27T10:38:22.266089Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def train(dir_basepath, names, max_num_img=10):\n",
    "    labels = []\n",
    "    embs = []\n",
    "    for name in names:\n",
    "        dirpath = os.path.abspath(dir_basepath + name)\n",
    "        filepaths = [os.path.join(dirpath, f) for f in os.listdir(dirpath)][:max_num_img]\n",
    "        embs_ = calc_embs(filepaths)    \n",
    "        labels.extend([name] * len(embs_))\n",
    "        embs.append(embs_)\n",
    "        \n",
    "    embs = np.concatenate(embs)\n",
    "    le = LabelEncoder().fit(labels)\n",
    "    y = le.transform(labels)\n",
    "    clf = SVC(kernel='linear', probability=True).fit(embs, y)\n",
    "    return le, clf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:22.283255Z",
     "start_time": "2017-12-27T10:38:22.279821Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def infer(le, clf, filepaths):\n",
    "    embs = calc_embs(filepaths)\n",
    "    pred = le.inverse_transform(clf.predict(embs))\n",
    "    return pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:24.290483Z",
     "start_time": "2017-12-27T10:38:22.284484Z"
    },
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "le, clf = train(image_dir_basepath, names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:24.294707Z",
     "start_time": "2017-12-27T10:38:24.291751Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "test_dirpath = os.path.join(image_dir_basepath, 'Test')\n",
    "test_filepaths = [os.path.join(test_dirpath, f) for f in os.listdir(test_dirpath)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:24.946891Z",
     "start_time": "2017-12-27T10:38:24.296236Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pred = infer(le, clf, test_filepaths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-12-27T10:38:25.433407Z",
     "start_time": "2017-12-27T10:38:24.948442Z"
    }
   },
   "outputs": [
    {
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FYIpxKN6mVLxOIc6IcYsQFuAMFo+p3jKAGMvxSal44qy12MYjKoDBqCfnTIyRsreKNTDE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r4VZlHOdL7HuoKck3zNMeHMU3jheh0YY7pI5az97evV2nMv3OKsaTi4c5fr1y9xeHjIiy95fuQL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vpoGzbkPvW+YUcbqyTDOb/Q4VpTNQSqJksQ/HuGC1JDuHJWC1YcmFEgObTUdOiq7dcJiPqOpR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b1zbJo9TdMwnU5pmobz85uc2QkP3Y6/9b/8fd6PFdvzeyhtcQKsLuj36yOrI46QMqs1xNy8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc2c6f35c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(10, 5))\n",
    "\n",
    "for i in range(3):\n",
    "    axes[i].set_title('Prediction : '+str(pred[i]))\n",
    "    axes[i].imshow(imread(test_filepaths[i]))\n",
    "    axes[i].set_xticks([])\n",
    "    axes[i].set_yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3.6",
   "language": "python",
   "name": "python3.6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
